PentaTrail Logo
#Developer workflow

Articles tagged “Developer workflow”

1 article

All#AI Deep Scan#AI Security#AI agent#AI code review#AI code security#AI-native development#ASM#Attack Surface#Attack surface management#CI#CTEM#Context#Defense in depth#Developer workflow#LLM review#Long-running AI development#MCP#Memory#Micro-SaaS#Model Context Protocol#Risk Assessment#Risk Management#Security#Security Operations#Security Score#Shadow IT#Shift left#Supabase#Tech selection#Vulnerability Management#Vulnerability management#Vulnerability validation
Dev BlogMCPModel Context Protocol

What MCP Changed — On Giving an AI "Hands"

From an AI that only reads to one that reaches into your environment. What the MCPs we actually connect—Supabase, Context7, Playwright—changed about how we build: checking the present, verifying on real machines, and the pitfalls of letting an AI touch things.

·10 min read